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Recibido: 07-02-2021 /Aceptado: 07-03-2021/ Publicado: 05-04-2021

 

Análisis de la Producción Científica del Neuromarketing: Perspectivas para Cuba

Analysis of the Scientific Production of Neuromarketing: Prospects for Cuba

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Soima Rosa Méndez Lazo. [1], = Yasser Vázquez Alfonso. [2] &= amp; Sacha Lazo del Vallín.[3]<= /p>

 

 

DOI:  https://doi.org/10.33262/visi= onariodigital.v5i2.1687 =  

 

Abstract

It was developed a bibliometric analysis about the scientific production on neuromarketing published in the databases of Web of Science, Scielo, Science Direct and Scopus. The= study was aimed to know the most outstanding trends in the sector and the = prospects for developm= ent in Cuba. The incorporation of the fundamentals of neuroscience into traditional marketing has achieved a new paradigm for modern research, through the anal= ysis of the consumer's subconscious and the psychological processes that impact = on his purchase decision. 65 sample units were used, through probabilistic sampling for finite populations, analyzed with the COMPAPROP system (Compar= ison of Multiple Proportions). It was determined that the vast majority of scientific articles correspond to Colombia and the United States, not the c= ase of Cuba, where the bibliography on the subject is still scarce. The variabl= es most addressed were the analysis of consumer behavior during the purchase process, neuroimaging techniques, ethics and mental processes associated wi= th attention, emotion and memory. It was also identified that neuromarketing provides considerable benefits in applied areas such as Economics, business= and Social Sciences.

Keywords: neuromarketing; bibliometrics; consumer behavio= r; neuroimaging techniques; Cuba.

 

Resumen

Se realizó un análisis bibliométrico de la producción científica sobre neuromarketing publicada en las bases de datos de Web = of Science, Scielo, ScienceDi= rect y Sopus, con el objetivo de conocer las tendenc= ias más sobresalientes del tema y sus perspectivas de desarrollo en Cuba= . La incorporación de los fundamentos de las neurociencias al marketing tradicional, ha logrado un nuevo paradigma para las investigaciones moderna= s, a través del análisis del subconsciente del consumidor y los procesos psicológicos que influyen en su decisión de compra. Fueron utilizadas 65 unidades muestrales, mediante un muestreo probabilístico para poblaciones finitas, analizadas con el sistema COMPAPROP <= /span>(Comparación de Proporciones Múltiples)= . Se determinó que la gran mayoría de los artículos científicos se corresponden a Colombia y Estados Un= idos, no así el caso de Cuba, donde aún es escasa la bibliografía sobre el tema. Las variables más abordadas fuero= n el análisis del comportamiento del consumidor durante el proceso de com= pra, las técnicas de neuroimagen, la ética y procesos mentales asociados a la atención, la emoción y la memoria. Se identificó que el neuromarketing brinda considerables prestaciones e= n áreas aplicadas como la Economía, la empresa y las Ciencias Sociales.

 

Palabras claves: neuromarketing; bibliometría; comportam= iento del consumidor; técnicas de neuroimagen; Cuba.

 

Introducci&oac= ute;n

La grandeza del marketing moderno no está en los productos que se crean, sino en las historias que se cuentan. Estas conectan la publicidad con el subconsciente del consumidor. = Por varias décadas los profesionales del marketing han anhelado anticipa= r la efectividad de las campañas publicitarias.

La alianza entre el market= ing y las neurociencias permite estudiar la forma en qu= e el cerebro humano reacciona frente a diferentes estímulos publicitariosy entender los procesos de toma de decisiones en la compra, a fin de perfilar su comportamiento desde un ángulo psicológico cognitivo (Lee, Broderick, & Chamberlain, 2006). De esta unión surge el neuromarketing, para explorar la conducta de compra mediante la incorporación de estrateg= ias de la neurociencia a las investigaciones convencionale= sde mercado(Augusto, Evange, & Aguero, 2019).

Pineda (2018) lo delimita como el conjunto de técnicas orientadas al estudio cerebral para concebir métodos y estrategias que permitan definir cómo reacciona el cerebro emocionalmente antes incitaciones externas, unido a los elementos que impulsan las decisiones de compra. Para Tosun, Ozdemir, & Cubuk (2016), con este conocimiento sería posible entregar al= cliente la información, producto o servicio que realmente quiere y necesita.=

Se nutre principalmentede la neurología, psicología, psiquiatría, bioética y economía (Rodríguez & Pereira, 2014). Con un matiz similar, Javor et al. (2013), Djamasbi, S.= et al. ( 2010) y Koc & Boz (2014)<= /span>, señalan que utiliza técnicas de medición de la activid= ad cerebral para leer e interpretar la respuesta orgánica de una persona ante determinadas persuasiones, a las que se expone.

Las definiciones referidas convergen en puntos comunes: cliente, estímul= o, dinámica cerebral y estrategias comerciales, lo que permite entender= el neuromarketing como el ensamble entre las técnicas neurocientíficas y las investigaciones tradicionales de marketing, a través del estudio del comportamiento de las regiones cerebrales, y factores que determinan las elecciones de compra, fundamentalmente.

Diversos autores han realizado investigaciones sobre el neuromarketing, asociado fundamentalmente a la publicidad en sectores económicos como el turi= smo. En el presente, muchas compañías = trazan estrategias de marketing para captar en la medida de lo posible toda la atención de sus clientes y adentrarse en su subconsciente, por lo que han incorporadonuevos procedimientos en el diseño de sus planes de comercialización (= Al Abbas, Chen, & Saberi, 2019). <= /o:p>

El neuromarketing se centra en conocer los patrones psicológicos que determinan los niveles de atención, emoción y memoria que muestran las personas a diferentes estímulos (Ćosić, 2016). Otro proceso = mental es la percepción; es personal a cada individuo, mediante la cual se extrae el significado de la información procedente del entorno. Perm= ite establecer comparaciones y seleccionar la mejor alternativa. La mayor parte= de las decisiones se toman antes de entrar en el nivel consciente, lo que significa que se debe apelar a las emociones y a los sentimientos más básicos de los usua= rios para influir en su decisión de compra (Avendaño, 2013)= .

Lee, Broderick, & Chamberlain (2006) destacan que además del estudio del comportamiento del consumidor, es necesario t= ener en cuenta otros campos de interés comercial para las organizaciones, como el diseño de estrategias efectivas para la comunicación interna y externa, fijación de precios, elección de canales de venta y distribución.

A diferencia del marketing tradicional, la neurociencia aplica herramientas más específicas, capaces de calcular la impresión del individuo, la rapidez cerebral y del sistema nervios, así como compr= ender sus emociones (Lindstrom, 2011). Ello consituye una limitante de los instrumentos tradicion= ales de investigación, sean cualitativos o cuantitativos, como entrevista= s, encuestas, formularios, entre otros que intentan explicar sus hábito= s de consumo o reacción a estímulos publicitarios (Ma, Q. et al, 2014).

La encuesta pudiera presentar limitaciones por la complejidad de diseña= r un cuestionario efectivo para medir el subconsciente de lo que expresan los sujetos, más allá de sus respuestas conscientes, así c= omo sus sentimientos y emociones acorde a los contenidos persuasivos que se les presentan, como `parte de las campañas de comunicación.

En países como Estados Unidos, Colombia, Argentina, Reino Unido, España, Alemania y Singapur, se han implementado técnicas asociadas al neuromarketing (Constantinescu et al. , 2019). La mayoría no son invasivas, dirigidas a medir la actividad cerebral y = los procesos cognitivos, la frecuencia cardíaca, la tensión muscu= lar en el rostro, la fijación de la mirada o la sudoración de la = piel ante un determinado producto o publicidad dependiendo de lo que se quiera investigar. Se deben considerar las características psicofisiológicas del sujeto, como el género, la edad,= las actividades que realiza, etcétera.

Las dos más populares son la resonancia magnética funcional y electroencefalografía. A menudo combinan esas tecnologías neurocientíficas con otras mediciones biométricas, como puedan ser la medición de la respuesta galvánica de la piel, el segu= imiento ocular (eye-tracking en inglés), la me= dición del ritmo cardíaco o la electromiografía. <= /p>

Estas técnicas influyen en el nivel de atención de los clientes med= iante la percepción, es decir estimulan los sentidos. El cerebro capta las señales del exteriora través de l= as fibras aferentes, las que se transforman en códigos cerebrales, y se traducen en pensamientos, sensaciones, conductas y elecciones (= Lindstrom, 2011). Involucran así un proceso fisiológico, lo que significa una reacción del cuerpo y la ocurrencia de micro movimientos, los que facilitan medir la reacción ante los diferentes estímulos.

De esa manera las técnicas de neuromarketing permiten que los investigadores analicen cuáles zonas del cerebro presentan actividad frente a los diferentes estímulos y determinen si corresponde a un área de deseo, amor, miedo, agrado, entre otros y así estable= cer que sintieron las personas sin necesidad de preguntarles directamente, sino acudiendo a su cerebro (Malfitano & Arteag= a, 2009).

Las prestaciones teóricas y prácticas de estas técnicas a sectores como la salud, el turismo, el deporte, la industria automotriz, mobiliaria, la informática, las telecomunicaciones, la física= , entre otros, posibilita conocer e interpretar los niveles de atención que reflejan los individuos ante diferentes incentivos, como imágenes de destinos turísticos paradisíacos,increme= ntar la efectividad de los entrenamientos deportivos para atletas de alto rendimiento,rediseñar la publicidad de marca de vehículos, entre otras prestaciones. Ello contribuye a entender mejor los motivos y sensaciones por las que una persona realiza una actividad determinada y toma decisiones de elección.

En Cuba, fue creado en 1990 el Centro de Neurociencias. Surgió como uno= de los primeros centros en el mundo en utilizar la computación para la interpretación de la actividad eléctrica cerebral. Pertenece = al Grupo BioCubaFarma y se dedica a la investigación y desarrollo de Neurociencia, Neu= rotecnología y otras ciencias médicas, que incluye además la producci&oacu= te;n y comercialización de tecnologías. Sin embargo, aunno se considera vasta la cultura de implementación de técnicas de neurociencias a los planes de marketing, no soloen el turismo sino en la indu= stria en general.Muchas em= presas desarrollan los modelos tradicionales en sus investigaciones de mercado. Por ello se plantea la necesidad de recopilar la información existente en torno a los alcances del neuromarketing.

Los aportes teóricos de las neurociencias pudieran aprovecharse a los estudios actuales de mercadotecnia, desde el análisis del consumidor= , la efectividad publicitaria,el= análisis de producto incluyendo el test de concepto y marca, planes comerciales, estudios de distribución, medios de comunicación, así como estudios sociológicos y de opinión pública.

En la presente investigación se realizó un análisis bibliométrico sobre el neuromarketing, debido a la notoriedad de las investigaciones sobre el tema, la variedad de enfoques sobre su conceptualización, los procesos que ocurren a nivel mental, ventajas= y desventajas del uso de las técnicas en la mercadotecnia y los princi= pios éticos de su aplicación en los estudios de comportamiento del cliente, para analizar sus perspectivas en Cuba.

El análisis bibliométrico forma parte de los estudios sociales de la ciencia. E = (Faja= rdo-Egües, 2016) l incremento de la producción científica en los últimos años, junto a su almacenamiento bibliográfico en bases de dat= os automatizadas, ha fomentado el empleo de la bibliometría y la concepción de indicadores cuantitativos para la métrica y validación de los resultados científicos y tecnológico= s (Victoria, Arjona, & Repiso, 2= 015).

Objetivo gener= al: Analizar desde la bibliometría la producción científica internacional sobre el neuromarketing y sus perspectivas en Cuba.

Metodolog&iacu= te;a

Se r= ealizó un estudio descriptivo y retrospectivo a partir del análisis bibliométricode la producción cient&iac= ute;fica internacional sobre el neuromarketing. Se utilizaron las publicaciones registradas en bases científicas como Web of Science, Scopus, ScienceDirect y Scielo, durante el periodo 2005-2021.= Entre los documentos revisados se encontraron tesis de diploma, maestría y doctorado, libros, memorias de eventos y artículos en revistas especializadas.

Se aplicó una batería de indicadores bibliométricos para = la evaluación de aspectos del neuromarketing partir de 4 bloques de interés: cerebro humano, técnicas de neuroimagen, tipología de neuromarketing o clasificación según los sentidos estimulados y parámetros de estudio, desglosados en sus respectivos descriptores, como se muestra en la  figura 1. Finalmente se realizó un análisis por años de publicación, au= tores y elementos propios del neuromarketing. Fue integrado lo cualitativo y cuantitativo, se realizó un análisis estadístico y seelaboró un informe final con los resultados arrojados.

Figura 1: Distribución de bloques de interés para e= l  análisis bibliométrico

Ø An&a= acute;lisis estadístico

Se realizó un muestreo aleatorio probabilístico con 65 unidades = para una población finita de73 artículos de diversos países.Su cá= lculo se basó en una probabilidad de ocurrencia de 0,5; error máximo de estimación de 0,04 y confianza del 97,5%. Se empleó la siguie= nte fórmula:

Los datos fueron recopilados en una base de datos de Microsoft Excel 2016. Para= su análisis se trabajó con el sistema COMPAPROP (Comparación de Proporciones Múltiples) (= Castillo & Miranda, 2014). Se utilizó el cálculo de intervalos de confianzapara determinar la magnitud y precisión de las estimaciones, ademá= s se interpretaron en términos del margen de error de la estimación puntual.

Para= el cálculo de proporciones, luego de extraer la muestra de la población se calculó el estadístico proporción = (p=3Dx/n; donde “x” es = la cifra de éxitos u observaciones de interés y “n” el val= or muestral) y se determinó la frecuencia relativa. Posteriormente se describieron los datos y definieron en la generalidad de los casos hip&oacu= te;tesis alternativas por las diferencias encontradas entre las proporciones, lo que= se detalla en la discusión de los resultados.Por otra parte, el analisis multivariado se realizó para obtener las correlacionnes = entre las diferetes variables, como su nombre lo indi= ca.

Se realizó un análisis multivariado para la evaluación simultánea de conjuntos de datos y poder explicar las relaciones existentes entre las variables vinculadas a la muestra.

En general, se emplearon métodos histórico-lógico, hipotético-deductivo y analítico-sintético. Se describ= ieron las características del neuromarketing, las t&e= acute;cnicasmás empleadas en las investigaciones y sus prestaciones para sectores de la economía en el mundo y puntualmente en Cuba.

Resultados y discusión

A continuaci&o= acute;n, se exponen los resultados principales de la investigación.

 

Ø Análisis por años de publicación

Las figuras 2 y 3 exponen un comportamiento oscilativo en la línea de tendencia de los años en que fueron realizadas las publicaciones, lo= que no tiene porqué corresponderse con los años de investigación o de inicio del estudio. Se observa una tendencia de crecimiento en el período del 2014 al 2020; los puntos de inflexión más significativos se ubican en los años 200= 7, 2011 y 2021. Importante tener en cuenta que la investigación se realizó en el primer trimestre del 2021 año en curso, por lo = que no es substancialmente significativo el dato de este año.=

Figura 2:<= span lang=3DES style=3D'mso-bidi-font-size:12.0pt;line-height:115%;font-family:"= Times New Roman",serif'> Comparación de las proporciones autor y año de publicaci&oacu= te;n (2005 - primer trimestre 2021)

Figura 3:<= span lang=3DES style=3D'mso-bidi-font-size:12.0pt;line-height:115%;font-family:"= Times New Roman",serif'> Relación de autores por año de publicación<= /span>

Respecto a la investigación científica sobre neuromarketing, Andreu, Contreras y Martín (2014) apuntan que según las estadísticas de la Web of Knowledge de Thomson R= euters, en el período 2004-2012 la media de publicaciones sobre el tema ascendió de menos de 5 anuales, a un estimado de 25 en el 2012. Esta inflexión pudiera estar condicionada con el surgimiento en ese año de la NeuromarketingScience& Business As= sociation (NMSBA) una asociación global con sede en Ámsterdam, a fin de integrar a todos los investigadores sobre el tema del neuromarketing. Por o= tro lado, los trabajos científicos sobre neuro&eacu= te;tica aumentaron de menos de 10 (2004) hasta aproximadamente 35 en el propio 2014= (citado en Caicedo, 2021).

Ø Análisis= por autores

Tal como se representa en la figura 4,= los investigadores que tuvieron mayor representatividad en la descripció= n o referencia de los parámetros de neuromarketing objetos de estudio (t= otal 36), fueron Javor et al. (2013) para un 61% equivalentes a 22 parámetros referenciados y Re= nvoisé & Morin (2005) un 58% con 21 de ellos;le si= guen con proporciones similaresPlassman& Weber (= 2015), Braidot (2017) y Perez (2018) con 55%; luego Solomón (2018) un 53%; Constantinescu et al.(2019) y Canepa (2020) un 50%. En general estos coinciden con las variables más citadas y los autores más referenciados en los artículos científicos sobre el tema en cuestión.

En menores porcentajes se ubican Bosak (2013); Victoria, Arjona & Repisa (2015); R= ojas, Caicedo & Cudris (2016); Tosun, Ozdemir & Cubuk= (2016); Johnson & Ghuman (2018) y Smykova, Kazybaeva & Tkhorikov<= /span> (2020), que oscilan entre el 11% y 14% indistintamente.

Figura 4:<= span lang=3DES style=3D'mso-bidi-font-size:12.0pt;line-height:115%;font-family:"= Times New Roman",serif'>  Distribución de elemen= tos de neuromarketing por autor

 

Ø Análisis por países

Las figuras 5 y 6 reflejan la agrupaci= ón de las publicaciones científicas por países. Los más representativos fueron Colombia y Estados Unidos en el continente americano, con el 18% y 14% respectivamente. En el gigante asiático resalta la India (6,2%) y en Europa, Inglaterra (también 6,2%) y España (5%).  En algunos casos coinci= dió la nacionalidad del autor con la de la revista, siendo las más frecuentes Journal of ConsumerPsychology, Psychology Press, Frontiers in Human= Neuroscience, Natural Review of Neuroscience y Psychology and Marketing, con sede en los Estados Uni= dos y distribución internacional. La generalidad de los artículos está publicada en idioam inglés. = Se significa además que en el 1,5% de los casos se observó la colaboración de autores de diferente origen geográfico.<= /o:p>

Como complemento a lo anterior, Brenninkmeijer, Schneider, & Woolgar (2019)<= /span> indican que la mayor cantidad de publicaciones sobre neuromarketing se hall= an en la base Scopus, resultando Estados Unidos, Inglaterra, Alemania, Canadá y España los 5 países con mayores publicaciones en dicha base (citado en Caicedo, 2021).

Puntualmente en el caso de Cuba, se halló un estudio de la Escuela Nacional de Salud Pública, el = cual versa sobre la conveniencia de integrar el marketing al sistema de salud cubano (Suárez-Lugo, 20= 20). El mismo rati= fica su base en la conservación de las normativas que salvaguarden a la población, dado y según refiere su autor, aún son insuficientes el marco conceptual del neuromarketing y los estudios que acrediten su superioridad sobre los métodos convencionales de

Figura 5: Países líderes en publicaciones de neuromarketing<= /span>

Figura 6: Comparación de proporciones de autores por países<= /span>

A su vez, algunas de estas demarcacion= es geográficas coinciden con aquellos países que son sede de las consultoras más reconocidas de neuromarketing a nivel internacional. Ejemplo de ellas y otras son: EmSense y Nielsen Holdings (EE.UU.); PHD Media (Canad&aac= ute;); EMO Insights, Inside Brain (España): Neurosense= y Mindmetriks (ReinoUnido<= /span>); SalesBrain (Francia) y Neuro Insight (Australia). Las mismasauspician<= /span> importantes investigacionesrelacionadas con el = aporte de las neurociencias al marketing, en sectores com= o la economía, dentro= de ella el turismo.= En estospaísestambién se encuentraunatecnología de puntaennlo que a = equipos de neurociencia s= e refiere, comotomógrafos, sistemas de electrodos, <= span class=3DSpellE>computadoras con tecnologí= ;aláser para la aplicación de la pupilometría y seguimientoocular.

Ø Análisis por elementos de neuromarketing

Tal como se muestra en las figuras 7 y= 8, los aspectos más abordados en las investigaciones fueron el comportamiento del consumidor unido a los factores que inciden en el proces= o de compra de un producto o servicio, mencionados por la gran mayoría de= los autores. A ello se unen las técnicas de neurociencias, los tipos de neuromarketing y los procesos psicológicos relacionados con la emoción, la atención y la memoria. Otro elemento relevante en estos estudios fue la ética y la protección a la integridad de las personas que se someten a ellos, reflejada en la generalidad de los cas= os. Los porcentajes no fueron acumulativos, dado que un autor pudo haber reflejado más de un parámetro en su publicación.

Figura 7:<= span lang=3DES style=3D'mso-bidi-font-size:12.0pt;line-height:115%;font-family:"= Times New Roman",serif'> Distribución de elementos del neuromarketing por autores<= /span>

Figura 8:<= span lang=3DES style=3D'mso-bidi-font-size:12.0pt;line-height:115%;font-family:"= Times New Roman",serif'> Comparación de proporciones sobre elementos del neuromarketing<= /o:p>

Comportamiento= del consumidor. Variable referida en= el 92% de los casos, mientras que el proceso de compra abarcó el 72%. L= os autores convergen en la conducta se puede agrupar en 4 elementos fundamenta= les:

Económico, el cliente reflexiona previo al momento de compra, debido al impacto direct= o en su balance contable (ingresos y egresos) y disponibilidad financiera para invertir en las compras, esencialmente en las tiendas del sector minorista,= en los cuales la variedad de las ofertas es extensa.

Pasividad, presente en aquellos consumidores con poca emotividad para comprar. Para este segmento,= las acciones publicistas no son altamente valoradas, dado que prioriza la reflexión antes de la compra.

Cognitivo, vigente en clientes analíticos, racionales y coherentes; se cuestionan a s&iacu= te; mismos si necesitan o no un producto o servicio, es decir compran lo que objetivamente requieren.

Emocional, la motivación de estos usuarios se encuentra en su disponibilidad para gastar; es cautivado por los estímulos publicitarios. Ni las ofertas económicas ni los descuentos tienen un gran impacto en su decisión de compra.

Sobre las motivaciones, pueden estar condicionadas por variables demográficas,= pscicográficas, los valores, la cultura, la personalidad y hábitos de consumo.

Estructura y función del cerebro humano. El 49% de los autores registrados reflejó en sus publicaciones característi= cas generales del mismo, con matices de neurología, anatomía, biología y psicología. Para = Braidot (2012), el cerebro es un órgano que alberga las células (neuronas) que se activan con procesos mentales conscientes y no consciente= s. Los seres humanos tienen alrededor de 100 billones de neuronas, interconect= adas por trillones de sinapsis. Philip Kotler y otros investigadores expresan qu= e el cerebro se manifiesta como una caja negra donde se atesoran aquellos estímulos del marketing de las empresas y que por una u otra razón perduran en la mente de los clientes (Kotler, Kartajaya, &am= p; Setiawan, 2021).

Sobre la teoría del cerebro triuno planteada p= or Paul MacLean, fue mencionada por el 23% de los investigadores. El cerebro ha evolucionado a tres niveles conectados entre sí, cada uno con características propias. Estas subregiones s= on: reptiliano (región decisora), límbico (emocional) y neocórtex (pensante), tal como se muestra en la figura 2 (MacLean, 1990).

Figura 9: Los tres niveles cerebrales

Fuente: Adaptado de MacLean (1990).

A su vez, de aquellos que describieron la estructura y funcionamiento del cerebro, el 28% mencionó la teoría del cerebro triuno.

Estos resultados coinciden con los estudios de Avendaño (2013).= Se plantea que los humanos toman las decisiones emocionalmente y luego las justifican racionalmente. Las emociones se procesan en el cerebro límbico y las decisiones finales las toma el cerebro primitivo (sistema reptiliano). De hecho, también se afirma que este último es la sede del subco= nsciente.

Los procesos mentales relacionados con la emoción fueron abordados por el 83% de los investigadores, con proporciones similares la atención y = la memoria. Investigadores como Ma, Q. et al. (2014) y Solomon (2018), coinciden en afirmar que la atención humana es selectiva, por lo que se tiende a prestar interés a pocas cosas a la vez. La memoria sensorial (cuya función es mantener la información en el cerebro el tiempo estrictamente necesario para identificarla y registrarla en la memoria de trabajo) dura pocos segundos (= Ćosić, 2016). Cuando la información no es relevante para el cliente, no produce emociones e inmediatamente desaparece. Para hacer que una persona se detenga durante más tiempo y le preste atención a un producto, el diseño de la oferta resulta crucial. 

Con ello se explica la conducta, toma de decisiones de las personas durante el proceso de compra y elección de determinados productos. Su conocimie= nto posibilita codificar información para la elaboración de perfi= les de cliente más avanzados y eficaces.

Tipologí= ;a.  Solomón (2018), Ranisav & Branislav (2019) y Tichindelean & Cetina (2019), concuerdan en clasificar el neurom= arketing de acuerdo a los sentidos de los clientes que son estimulados. Puede ser visual, centrado en el estudio de las percepciones a través de imágenes, colores y forma; auditivo, analiza las reacciones a estímulos sonoros y kinestésico, asociado al tacto, gusto y olfato. Se asocian así con influencias mentales, como tácticas para convencer y persuadir a través del marketing

Estos resultados son similares con los estudios de Ma, Q. et al. (2014) y Caicedo (2021). Un clásico ejemplo= es Starbucks, persigue involucrar la mayor= parte de los sentidos de sus visitantes, a fin de evocar emociones. Crea una experiencia sensorial desde el arribo del cliente hasta su salida. Cuenta c= on espacios confortables con diseños colaborativos y de descanso, música ambiental, variedad de cafés con sus aromas y sabores peculiares. La empresa no solo vende café, sino también la experiencia de su marca.

Técnicas neurocientíficas. Las más referidas fueron la electroencefalografía (EF) (81%), la resonancia magnética funcional (RM) (77%) y el eyetracking= (ETR) (60%) la electromiografía (60%), el. En cuantías inferi= ores se ubicaron el electrocardiograma, la respuesta galvánica de la piel= la codificación facial, electrocardiograma y test de asociación implícita. Resultados similares se encuentran en los reportes de Ariel & Berns (2010). En = la literatura científica también han sido descritas la magneto encefalografía, la microscopí= a, la tomografía por emisión de positrones, entre otras. Sobre ellas los autores coinciden en un grupo de características que se exponen en la tabla = 1.

Tabla 1. Características de las técnicas aplicadas al neuromarketing

 = ;

Caracter&i= acute;sticas

= Técnicas

RMF

 EF

EM facial<= o:p>

ET

RGP

Mét= rica

Cambios de la actividad neuronal mediante el análisis del nivel de oxigena= ción de la sangre.

Fluctuaciones bioeléctricas.

Respuesta eléctrica de los músculos del rostro.

Movimiento de los globos oculares, frecuencia de parpadeo y dilatación de la pupila.

Cambio en los niveles de sudoración

Riesgos pa= ra el participante

No invasiva.

Ansiedad claustrofóbica

No invasiva, silenciosa y sencilla.

No invasiva, precisa y sensible.

No invasivo.

No invasiva.

Ventajas <= o:p>

Estudia estructuras cerebrales profundas.

Buena resolución espacial[4] (1-5 mm).

El participante tiene libertad de movimiento.

Diferencia entre movimientos voluntarios e involuntarios de los músculos.

La persona puede desplazarse con los espejuelos

Los dispositivos son portables, cómodos de llevar.

Desventaja= s

Resolución temporal[5] inferior a la EE (de 1 a 10 seg).<= /span>

Complejidad en la interpretación de datos.

Necesidad de una posición esráticadel individuo.

Poca resolución espacial (>1cm) al realizarse la medición a n= ivel de cuero cabelludo.

Baja capacidad de conocer el proceso cognitivo.

Interferencia de señales como la respiración o parpadeo.

No mide pensamientos ni emociones.

No aporta información sobre la valencia emocional: si es positiva o no.

= Coste

Bajo (inferior a 9 mil Euros).

Elevado (entre 90 mil y 270 mil Euros).

 

Reducido (entre 4500 y 36 mil Euros).

 

Fuente: Elaboración propia.

En general, el uso de las técnicas optimiza los recursos publicitarios = de las organizaciones, orienta las campañas de forma eficaz a lo que verdaderamente piensa y siente el cliente, hacia sus deseos y emociones. Pa= ra su empleo es necesario el cumplimiento de los principios éticos corr= espondientes.

Ética. Arrojó una proporción del 62%, parámetro imprescindibl= e a considerar en las investigaciones de neuromarketing, por la importancia de = la protección de la intimidad y privacidad del consumidor. La gran mayoría refirió los principios establecidos por Murphy, Illes & Reiner (2008) que versan sobre la integridad y respeto a la privacidad los participantes, la credibilidad de los resultados del estudio, la transp= arencia y el consentimiento de los usuarios, especialmente de los padres en el caso= de tratarse de menores de edad.

Otras variable= s de estudio. El neuromarketing se apoya en el estudio de los neurotransmisores químicos (19 casos; proporció= ;n del 29% de la muestra), el sistema de recompensa del cerebro (15; 23%), y l= os marcadores somáticos (10; 15%),  (= Nonone & Regalado, 2019). El cerebro busca por instinto obte= ner placer y sentirse recompensado. La elección de compra se desarrolla a nivel mental mediante esquemas compensatorios o no compensatorios. Los sist= emas de recompensa son respuestas naturales a estímulos recibidos por los sentidos, regulados por el sistema nervioso central. Son controlados por neurotransmisores y posibilitan que la persona ejecute conductas aprendidas= por eventos que le produjeron regocijo o desagrado (de Oliveira & Gira= ldi, 2017).

Los de mayor prestación para publicidad en el turismo son la dopamina y = la acetilcolina, la primera relacionada con la sensación de placer y bienestar, y la segunda con la capacidad de atención y memoria. Por = su parte los marcadores somáticos, son patrones de referencia o atajos = que el cerebro toma para la toma de decisiones, con base a eventos y experienci= as anteriores. De aquellos que hicieron referencia a los neurotransmisores, ce= rca de la mitad, el 47% lo relacionó a los sistemas de recompensa. Esto pudiera estar dado con la mención de otros neurotransmisores no relacionados con las recompensas, pero sí con otros reguladores de la conducta, como la adrenalina.

Los marcadores somáticos actúan como firmas icónicas neurológicas, (INS, por sus siglas en inglés), propuestas por la consultora NeuroFocus, por ejemplo, la sensación de retirar el aluminio del envase de yogur= t, el sonido típico de los cereales o el crujido de las papas fritas, lo que guarda relación con el marketing sensorial. Los individuos acumu= lan experiencias y aprendizajes mediante conexiones sinápticas entre neuronas, a partir de las cuales se crean redes neuronales, base del comportamiento. Esto les permite por lo  general, tomar mejores deci= siones en el futuro (= Nonone & Regalado, 2019). Conforme a ello, Braidot (2012) asevera que para el cerebro poder discernir qué decisión le proporcionará má= ;s o menos recompensa será precisamente apelar a los recuerdos, vivencias= y compras anteriores.

Conclusiones

·      =    El análisis bibliométrico del neuromarketing ha permitido conocer las tendencias más actuales de la producción científica sobre el tema= , como los fundamentos de las neurociencias, las prestaciones de las técnic= as de neuroimagen más empleadas, las consideraciones éticas, así como los procesos cognitivos que determinan la conducta del consumidor durante el proceso de compra.

·      =    Los resultados indica= ron que Colombia y Estados Unidos han sido líderes en la publicaci&oacut= e;n de artículos científicos sobre el neuromarketing, con una tendencia relativamente creciente en los últimos años. Sin embargo, en Cuba aún no es amplia la base referencial sobre los apor= tes de la neurociencia al marketing en el sector económico empresarial.<= o:p>

·      =    La alianza entre la neurociencia y el marketing permite a las empresas adentrarse en el subconsciente de los clientes, medir la parte racional, emocional e instint= iva y así diseñar estrategias comerciales y tácticas de publicidad efectivas, en función de sus motivaciones, deseos y necesidades.

·      =    La relevancia de esta tendencia en la investigación de mercados, radica en los aportes significativos al perfeccionamiento y dinamismo de acciones organizativas y empresariales, lo que ofrece una valiosa oportunidad de éxito en el mercado contemporáneo.

 

Referencias bibliográficas

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El artículo queda en propiedad de la revista y, por tanto, su publicación parcial y/o total en otro medio tiene que ser autorizado= por el director de la Revista Visionar= io Digital.

 

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[1]= soimita94@gmail.com ORCID: 0000-0001-7470-4404

[2]= Habana. yafos1@gmail.co= m ORCID: 0000-0002-4074-0711

[3]=   Máster en Ciencias Mé= ;dicas y Médico Especialista en Imagenología. Profesora asistente e Investigador auxiliar. Instituto de Gastroenterología. delvallin@infomed.sld.cu.ORCID:0000-0002-4001-9596

[4] Capacidad para representar gráficamente estructuras o lesiones pequeñas.

[5] Capacidad para detectar fenómenos dinámicos que cambian = en el tiempo.

 

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   =             &nb= sp;            =             &nb= sp;            =             &nb= sp;         Vol. 5, N°2, p. 119-136, abril-junio, 2021

 

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